Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	17379
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	81.2 B

Variable types

Numeric	12
DateTime	1
Categorical	3
Boolean	2

Alerts

`instant` is highly overall correlated with `season` and 1 other fields	High correlation
`mnth` is highly overall correlated with `season`	High correlation
`hr` is highly overall correlated with `registered` and 2 other fields	High correlation
`weekday` is highly overall correlated with `workingday`	High correlation
`temp` is highly overall correlated with `atemp` and 2 other fields	High correlation
`atemp` is highly overall correlated with `temp` and 2 other fields	High correlation
`casual` is highly overall correlated with `temp` and 4 other fields	High correlation
`registered` is highly overall correlated with `hr` and 3 other fields	High correlation
`cnt` is highly overall correlated with `hr` and 3 other fields	High correlation
`cnt_grouped` is highly overall correlated with `hr` and 3 other fields	High correlation
`season` is highly overall correlated with `instant` and 3 other fields	High correlation
`yr` is highly overall correlated with `instant`	High correlation
`workingday` is highly overall correlated with `weekday`	High correlation
`holiday` is highly imbalanced (81.2%)	Imbalance
`instant` is uniformly distributed	Uniform
`instant` has unique values	Unique
`hr` has 726 (4.2%) zeros	Zeros
`weekday` has 2502 (14.4%) zeros	Zeros
`windspeed` has 2180 (12.5%) zeros	Zeros
`casual` has 1581 (9.1%) zeros	Zeros
`cnt_grouped` has 3964 (22.8%) zeros	Zeros

Reproduction

Analysis started	2023-03-03 14:09:11.905640
Analysis finished	2023-03-03 14:09:21.349889
Duration	9.44 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

instant
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	17379
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8690

Minimum	1
Maximum	17379
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	1
5-th percentile	869.9
Q1	4345.5
median	8690
Q3	13034.5
95-th percentile	16510.1
Maximum	17379
Range	17378
Interquartile range (IQR)	8689

Descriptive statistics

Standard deviation	5017.0295
Coefficient of variation (CV)	0.57733366
Kurtosis	-1.2
Mean	8690
Median Absolute Deviation (MAD)	4345
Skewness	0
Sum	1.5102351 × 10⁸
Variance	25170585
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
11592	1	< 0.1%
11578	1	< 0.1%
11579	1	< 0.1%
11580	1	< 0.1%
11581	1	< 0.1%
11582	1	< 0.1%
11583	1	< 0.1%
11584	1	< 0.1%
11585	1	< 0.1%
Other values (17369)	17369	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
17379	1	< 0.1%
17378	1	< 0.1%
17377	1	< 0.1%
17376	1	< 0.1%
17375	1	< 0.1%
17374	1	< 0.1%
17373	1	< 0.1%
17372	1	< 0.1%
17371	1	< 0.1%
17370	1	< 0.1%

dteday
Date

Distinct	731
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	135.9 KiB

Minimum	2011-01-01 00:00:00
Maximum	2012-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

season
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.3 KiB

3	4496
2	4409
1	4242
4	4232

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17379
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

Most occurring characters

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17379	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	17379	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17379	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	4496	25.9%
2	4409	25.4%
1	4242	24.4%
4	4232	24.4%

yr
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 KiB

1	8734
0	8645

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17379
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

Most occurring characters

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17379	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	17379	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17379	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	8734	50.3%
0	8645	49.7%

mnth
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5377755

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4387757
Coefficient of variation (CV)	0.52598559
Kurtosis	-1.2018782
Mean	6.5377755
Median Absolute Deviation (MAD)	3
Skewness	-0.0092532484
Sum	113620
Variance	11.825178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	1488	8.6%
7	1488	8.6%
12	1483	8.5%
8	1475	8.5%
3	1473	8.5%
10	1451	8.3%
6	1440	8.3%
4	1437	8.3%
9	1437	8.3%
11	1437	8.3%
Other values (2)	2770	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1429	8.2%
2	1341	7.7%
3	1473	8.5%
4	1437	8.3%
5	1488	8.6%
6	1440	8.3%
7	1488	8.6%
8	1475	8.5%
9	1437	8.3%
10	1451	8.3%

Value	Count	Frequency (%)
12	1483	8.5%
11	1437	8.3%
10	1451	8.3%
9	1437	8.3%
8	1475	8.5%
7	1488	8.6%
6	1440	8.3%
5	1488	8.6%
4	1437	8.3%
3	1473	8.5%

hr
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.546752

Minimum	0
Maximum	23
Zeros	726
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.9144051
Coefficient of variation (CV)	0.5988182
Kurtosis	-1.1980206
Mean	11.546752
Median Absolute Deviation (MAD)	6
Skewness	-0.01067991
Sum	200671
Variance	47.808998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
17	730	4.2%
16	730	4.2%
13	729	4.2%
15	729	4.2%
14	729	4.2%
12	728	4.2%
22	728	4.2%
21	728	4.2%
20	728	4.2%
19	728	4.2%
Other values (14)	10092	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	726	4.2%
1	724	4.2%
2	715	4.1%
3	697	4.0%
4	697	4.0%
5	717	4.1%
6	725	4.2%
7	727	4.2%
8	727	4.2%
9	727	4.2%

Value	Count	Frequency (%)
23	728	4.2%
22	728	4.2%
21	728	4.2%
20	728	4.2%
19	728	4.2%
18	728	4.2%
17	730	4.2%
16	730	4.2%
15	729	4.2%
14	729	4.2%

holiday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.1 KiB

False	16879
True	500

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	16879	97.1%
True	500	2.9%

weekday
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0036826

Minimum	0
Maximum	6
Zeros	2502
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0057715
Coefficient of variation (CV)	0.66777077
Kurtosis	-1.2559969
Mean	3.0036826
Median Absolute Deviation (MAD)	2
Skewness	-0.0029982214
Sum	52201
Variance	4.0231191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	2512	14.5%
0	2502	14.4%
5	2487	14.3%
1	2479	14.3%
3	2475	14.2%
4	2471	14.2%
2	2453	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2502	14.4%
1	2479	14.3%
2	2453	14.1%
3	2475	14.2%
4	2471	14.2%
5	2487	14.3%
6	2512	14.5%

Value	Count	Frequency (%)
6	2512	14.5%
5	2487	14.3%
4	2471	14.2%
3	2475	14.2%
2	2453	14.1%
1	2479	14.3%
0	2502	14.4%

workingday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.1 KiB

True	11865
False	5514

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	11865	68.3%
False	5514	31.7%

weathersit
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.3 KiB

1	11413
2	4544
3	1419
4	3

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17379
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17379	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	17379	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17379	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	11413	65.7%
2	4544	26.1%
3	1419	8.2%
4	3	< 0.1%

temp
Real number (ℝ)

Distinct	50
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49698717

Minimum	0.02
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.2
Q1	0.34
median	0.5
Q3	0.66
95-th percentile	0.8
Maximum	1
Range	0.98
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.19255612
Coefficient of variation (CV)	0.38744687
Kurtosis	-0.9418442
Mean	0.49698717
Median Absolute Deviation (MAD)	0.16
Skewness	-0.0060208833
Sum	8637.14
Variance	0.03707786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.62	726	4.2%
0.66	693	4.0%
0.64	692	4.0%
0.7	690	4.0%
0.6	675	3.9%
0.36	671	3.9%
0.34	645	3.7%
0.3	641	3.7%
0.4	614	3.5%
0.32	611	3.5%
Other values (40)	10721	61.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	17	0.1%
0.04	16	0.1%
0.06	16	0.1%
0.08	17	0.1%
0.1	51	0.3%
0.12	76	0.4%
0.14	138	0.8%
0.16	230	1.3%
0.18	155	0.9%
0.2	354	2.0%

Value	Count	Frequency (%)
1	1	< 0.1%
0.98	1	< 0.1%
0.96	16	0.1%
0.94	17	0.1%
0.92	49	0.3%
0.9	90	0.5%
0.88	53	0.3%
0.86	131	0.8%
0.84	138	0.8%
0.82	213	1.2%

atemp
Real number (ℝ)

Distinct	65
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4757751

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2121
Q1	0.3333
median	0.4848
Q3	0.6212
95-th percentile	0.7424
Maximum	1
Range	1
Interquartile range (IQR)	0.2879

Descriptive statistics

Standard deviation	0.17185022
Coefficient of variation (CV)	0.36120052
Kurtosis	-0.84541189
Mean	0.4757751
Median Absolute Deviation (MAD)	0.1364
Skewness	-0.090428859
Sum	8268.4955
Variance	0.029532497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6212	988	5.7%
0.5152	618	3.6%
0.4091	614	3.5%
0.3333	600	3.5%
0.6667	593	3.4%
0.6061	588	3.4%
0.5303	579	3.3%
0.5	575	3.3%
0.4545	559	3.2%
0.303	549	3.2%
Other values (55)	11116	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.0152	4	< 0.1%
0.0303	8	< 0.1%
0.0455	9	0.1%
0.0606	14	0.1%
0.0758	28	0.2%
0.0909	13	0.1%
0.1061	35	0.2%
0.1212	86	0.5%
0.1364	90	0.5%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9848	2	< 0.1%
0.9545	1	< 0.1%
0.9242	5	< 0.1%
0.9091	5	< 0.1%
0.8939	15	0.1%
0.8788	19	0.1%
0.8636	20	0.1%
0.8485	32	0.2%
0.8333	41	0.2%

hum
Real number (ℝ)

Distinct	89
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62722884

Minimum	0
Maximum	1
Zeros	22
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.31
Q1	0.48
median	0.63
Q3	0.78
95-th percentile	0.93
Maximum	1
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.19292983
Coefficient of variation (CV)	0.30759082
Kurtosis	-0.82611674
Mean	0.62722884
Median Absolute Deviation (MAD)	0.15
Skewness	-0.11128715
Sum	10900.61
Variance	0.037221921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.88	657	3.8%
0.83	630	3.6%
0.94	560	3.2%
0.87	488	2.8%
0.7	430	2.5%
0.66	388	2.2%
0.65	387	2.2%
0.69	359	2.1%
0.55	352	2.0%
0.74	341	2.0%
Other values (79)	12787	73.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	0.1%
0.08	1	< 0.1%
0.1	1	< 0.1%
0.12	1	< 0.1%
0.13	1	< 0.1%
0.14	2	< 0.1%
0.15	4	< 0.1%
0.16	10	0.1%
0.17	10	0.1%
0.18	10	0.1%

Value	Count	Frequency (%)
1	270	1.6%
0.97	1	< 0.1%
0.96	3	< 0.1%
0.94	560	3.2%
0.93	331	1.9%
0.92	2	< 0.1%
0.91	1	< 0.1%
0.9	7	< 0.1%
0.89	239	1.4%
0.88	657	3.8%

windspeed
Real number (ℝ)

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19009761

Minimum	0
Maximum	0.8507
Zeros	2180
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1045
median	0.194
Q3	0.2537
95-th percentile	0.4179
Maximum	0.8507
Range	0.8507
Interquartile range (IQR)	0.1492

Descriptive statistics

Standard deviation	0.12234023
Coefficient of variation (CV)	0.64356533
Kurtosis	0.59082041
Mean	0.19009761
Median Absolute Deviation (MAD)	0.0895
Skewness	0.5749052
Sum	3303.7063
Variance	0.014967132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	2180	12.5%
0.1343	1738	10.0%
0.1642	1695	9.8%
0.194	1657	9.5%
0.1045	1617	9.3%
0.2239	1513	8.7%
0.0896	1425	8.2%
0.2537	1295	7.5%
0.2836	1048	6.0%
0.2985	808	4.6%
Other values (20)	2403	13.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2180	12.5%
0.0896	1425	8.2%
0.1045	1617	9.3%
0.1343	1738	10.0%
0.1642	1695	9.8%
0.194	1657	9.5%
0.2239	1513	8.7%
0.2537	1295	7.5%
0.2836	1048	6.0%
0.2985	808	4.6%

Value	Count	Frequency (%)
0.8507	2	< 0.1%
0.8358	1	< 0.1%
0.806	2	< 0.1%
0.7761	1	< 0.1%
0.7463	2	< 0.1%
0.7164	2	< 0.1%
0.6866	5	< 0.1%
0.6567	11	0.1%
0.6418	14	0.1%
0.6119	23	0.1%

casual
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	322
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.676218

Minimum	0
Maximum	367
Zeros	1581
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	17
Q3	48
95-th percentile	138.1
Maximum	367
Range	367
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	49.30503
Coefficient of variation (CV)	1.3820139
Kurtosis	7.5710017
Mean	35.676218
Median Absolute Deviation (MAD)	16
Skewness	2.4992369
Sum	620017
Variance	2430.986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1581	9.1%
1	1082	6.2%
2	798	4.6%
3	697	4.0%
4	561	3.2%
5	509	2.9%
6	448	2.6%
7	405	2.3%
8	377	2.2%
9	348	2.0%
Other values (312)	10573	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1581	9.1%
1	1082	6.2%
2	798	4.6%
3	697	4.0%
4	561	3.2%
5	509	2.9%
6	448	2.6%
7	405	2.3%
8	377	2.2%
9	348	2.0%

Value	Count	Frequency (%)
367	1	< 0.1%
362	1	< 0.1%
361	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
352	1	< 0.1%
350	1	< 0.1%
347	1	< 0.1%

registered
Real number (ℝ)

Distinct	776
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	153.78687

Minimum	0
Maximum	886
Zeros	24
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	34
median	115
Q3	220
95-th percentile	465
Maximum	886
Range	886
Interquartile range (IQR)	186

Descriptive statistics

Standard deviation	151.35729
Coefficient of variation (CV)	0.98420162
Kurtosis	2.7500178
Mean	153.78687
Median Absolute Deviation (MAD)	89
Skewness	1.5579042
Sum	2672662
Variance	22909.028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	307	1.8%
3	294	1.7%
5	287	1.7%
6	266	1.5%
2	245	1.4%
1	201	1.2%
7	200	1.2%
8	190	1.1%
9	178	1.0%
11	140	0.8%
Other values (766)	15071	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.1%
1	201	1.2%
2	245	1.4%
3	294	1.7%
4	307	1.8%
5	287	1.7%
6	266	1.5%
7	200	1.2%
8	190	1.1%
9	178	1.0%

Value	Count	Frequency (%)
886	1	< 0.1%
885	1	< 0.1%
876	2	< 0.1%
871	1	< 0.1%
860	1	< 0.1%
857	2	< 0.1%
839	1	< 0.1%
838	1	< 0.1%
833	1	< 0.1%
822	1	< 0.1%

cnt
Real number (ℝ)

Distinct	869
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	189.46309

Minimum	1
Maximum	977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	40
median	142
Q3	281
95-th percentile	563.1
Maximum	977
Range	976
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	181.3876
Coefficient of variation (CV)	0.95737698
Kurtosis	1.4172033
Mean	189.46309
Median Absolute Deviation (MAD)	112
Skewness	1.2774116
Sum	3292679
Variance	32901.461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	260	1.5%
6	236	1.4%
4	231	1.3%
3	224	1.3%
2	208	1.2%
7	198	1.1%
8	182	1.0%
1	158	0.9%
10	155	0.9%
11	147	0.8%
Other values (859)	15380	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	158	0.9%
2	208	1.2%
3	224	1.3%
4	231	1.3%
5	260	1.5%
6	236	1.4%
7	198	1.1%
8	182	1.0%
9	128	0.7%
10	155	0.9%

Value	Count	Frequency (%)
977	1	< 0.1%
976	1	< 0.1%
970	1	< 0.1%
968	1	< 0.1%
967	1	< 0.1%
963	1	< 0.1%
957	1	< 0.1%
953	1	< 0.1%
948	1	< 0.1%
943	1	< 0.1%

cnt_grouped
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3294206

Minimum	0
Maximum	29
Zeros	3964
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	135.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	8
95-th percentile	17
Maximum	29
Range	29
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.5424946
Coefficient of variation (CV)	1.0399807
Kurtosis	1.4606921
Mean	5.3294206
Median Absolute Deviation (MAD)	4
Skewness	1.2995036
Sum	92620
Variance	30.719247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	3964	22.8%
1	1652	9.5%
2	1356	7.8%
3	1313	7.6%
4	1208	7.0%
5	1184	6.8%
6	1030	5.9%
7	870	5.0%
8	759	4.4%
9	654	3.8%
Other values (20)	3389	19.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3964	22.8%
1	1652	9.5%
2	1356	7.8%
3	1313	7.6%
4	1208	7.0%
5	1184	6.8%
6	1030	5.9%
7	870	5.0%
8	759	4.4%
9	654	3.8%

Value	Count	Frequency (%)
29	9	0.1%
28	7	< 0.1%
27	21	0.1%
26	34	0.2%
25	47	0.3%
24	58	0.3%
23	40	0.2%
22	64	0.4%
21	84	0.5%
20	106	0.6%

Auto

Heatmap
Table

	instant	mnth	hr	weekday	temp	atemp	hum	windspeed	casual	registered	cnt	cnt_grouped	season	yr	holiday	workingday	weathersit
instant	1.000	0.489	-0.005	0.001	0.128	0.126	0.007	-0.073	0.159	0.256	0.244	0.242	0.811	0.995	0.061	0.029	0.089
mnth	0.489	1.000	-0.006	0.010	0.191	0.191	0.160	-0.130	0.118	0.127	0.126	0.122	0.896	0.000	0.113	0.062	0.086
hr	-0.005	-0.006	1.000	-0.003	0.134	0.133	-0.279	0.140	0.477	0.511	0.511	0.503	0.000	0.000	0.000	0.000	0.049
weekday	0.001	0.010	-0.003	1.000	-0.006	-0.013	-0.037	0.010	0.013	0.035	0.030	0.029	0.000	0.000	0.284	0.939	0.043
temp	0.128	0.191	0.134	-0.006	1.000	0.990	-0.055	-0.010	0.571	0.373	0.423	0.420	0.525	0.090	0.052	0.081	0.095
atemp	0.126	0.191	0.133	-0.013	0.990	1.000	-0.053	-0.041	0.570	0.373	0.423	0.420	0.508	0.082	0.052	0.075	0.115
hum	0.007	0.160	-0.279	-0.037	-0.055	-0.053	1.000	-0.294	-0.388	-0.338	-0.360	-0.362	0.134	0.127	0.039	0.050	0.286
windspeed	-0.073	-0.130	0.140	0.010	-0.010	-0.041	-0.294	1.000	0.123	0.123	0.127	0.127	0.105	0.022	0.000	0.000	0.050
casual	0.159	0.118	0.477	0.013	0.571	0.570	-0.388	0.123	1.000	0.781	0.851	0.843	0.197	0.162	0.058	0.346	0.091
registered	0.256	0.127	0.511	0.035	0.373	0.373	-0.338	0.123	0.781	1.000	0.989	0.982	0.148	0.273	0.051	0.171	0.085
cnt	0.244	0.126	0.511	0.030	0.423	0.423	-0.360	0.127	0.851	0.989	1.000	0.993	0.161	0.265	0.042	0.121	0.093
cnt_grouped	0.242	0.122	0.503	0.029	0.420	0.420	-0.362	0.127	0.843	0.982	0.993	1.000	0.169	0.270	0.037	0.146	0.093
season	0.811	0.896	0.000	0.000	0.525	0.508	0.134	0.105	0.197	0.148	0.161	0.169	1.000	0.000	0.043	0.032	0.055
yr	0.995	0.000	0.000	0.000	0.090	0.082	0.127	0.022	0.162	0.273	0.265	0.270	0.000	1.000	0.000	0.000	0.030
holiday	0.061	0.113	0.000	0.284	0.052	0.052	0.039	0.000	0.058	0.051	0.042	0.037	0.043	0.000	1.000	0.252	0.020
workingday	0.029	0.062	0.000	0.939	0.081	0.075	0.050	0.000	0.346	0.171	0.121	0.146	0.032	0.000	0.252	1.000	0.043
weathersit	0.089	0.086	0.049	0.043	0.095	0.115	0.286	0.050	0.091	0.085	0.093	0.093	0.055	0.030	0.020	0.043	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	instant	dteday	season	mnth	hr	holiday	weekday	workingday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt	cnt_grouped
0	1	2011-01-01	1	1	0	False	6	False	1	0.24	0.2879	0.81	0.0000	3	13	16	0
1	2	2011-01-01	1	1	1	False	6	False	1	0.22	0.2727	0.80	0.0000	8	32	40	1
2	3	2011-01-01	1	1	2	False	6	False	1	0.22	0.2727	0.80	0.0000	5	27	32	0
3	4	2011-01-01	1	1	3	False	6	False	1	0.24	0.2879	0.75	0.0000	3	10	13	0
4	5	2011-01-01	1	1	4	False	6	False	1	0.24	0.2879	0.75	0.0000	0	1	1	0
5	6	2011-01-01	1	1	5	False	6	False	2	0.24	0.2576	0.75	0.0896	0	1	1	0
6	7	2011-01-01	1	1	6	False	6	False	1	0.22	0.2727	0.80	0.0000	2	0	2	0
7	8	2011-01-01	1	1	7	False	6	False	1	0.20	0.2576	0.86	0.0000	1	2	3	0
8	9	2011-01-01	1	1	8	False	6	False	1	0.24	0.2879	0.75	0.0000	1	7	8	0
9	10	2011-01-01	1	1	9	False	6	False	1	0.32	0.3485	0.76	0.0000	8	6	14	0

	instant	dteday	season	yr	mnth	hr	holiday	weekday	workingday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt	cnt_grouped
17369	17370	2012-12-31	1	1	12	14	False	1	True	2	0.28	0.2727	0.45	0.2239	62	185	247	7
17370	17371	2012-12-31	1	1	12	15	False	1	True	2	0.28	0.2879	0.45	0.1343	69	246	315	9
17371	17372	2012-12-31	1	1	12	16	False	1	True	2	0.26	0.2576	0.48	0.1940	30	184	214	6
17372	17373	2012-12-31	1	1	12	17	False	1	True	2	0.26	0.2879	0.48	0.0896	14	150	164	5
17373	17374	2012-12-31	1	1	12	18	False	1	True	2	0.26	0.2727	0.48	0.1343	10	112	122	3
17374	17375	2012-12-31	1	1	12	19	False	1	True	2	0.26	0.2576	0.60	0.1642	11	108	119	3
17375	17376	2012-12-31	1	1	12	20	False	1	True	2	0.26	0.2576	0.60	0.1642	8	81	89	2
17376	17377	2012-12-31	1	1	12	21	False	1	True	1	0.26	0.2576	0.60	0.1642	7	83	90	2
17377	17378	2012-12-31	1	1	12	22	False	1	True	1	0.26	0.2727	0.56	0.1343	13	48	61	1
17378	17379	2012-12-31	1	1	12	23	False	1	True	1	0.26	0.2727	0.65	0.1343	12	37	49	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample